For issues of safety, the primary focus of purple teaming engagements is to cease AI methods from producing undesired outputs. This might embrace blocking directions on bomb making or displaying doubtlessly disturbing or prohibited photos. The objective right here is to seek out potential unintended outcomes or responses in giant language fashions (LLMs) and guarantee builders are conscious of how guardrails have to be adjusted to scale back the possibilities of abuse for the mannequin.
On the flip facet, purple teaming for AI safety is supposed to determine flaws and safety vulnerabilities that would enable risk actors to take advantage of the AI system and compromise the integrity, confidentiality, or availability of an AI-powered software or system. It ensures AI deployments don’t end in giving an attacker a foothold within the group’s system.
Working with the safety researcher neighborhood for AI purple teaming
To boost their purple teaming efforts, corporations ought to have interaction the neighborhood of AI safety researchers. A gaggle of extremely expert safety and AI security specialists, they’re professionals at discovering weaknesses inside pc methods and AI fashions. Using them ensures essentially the most numerous expertise and expertise are being harnessed to check a corporation’s AI. These people present organizations with a recent, unbiased perspective on the evolving security and safety challenges confronted in AI deployments.
